Louis Serrano

According to our database, Louis Serrano authored at least 10 papers between 2023 and 2025.

Collaborative distances:

• Dijkstra number of five.
• Erdős number of four.

2025

JAFAR: Jack up Any Feature at Any Resolution.

Paul Couairon, Loïck Chambon, Louis Serrano, Jean-Emmanuel Haugeard, Matthieu Cord, Nicolas Thome

CoRR, June, 2025

ENMA: Tokenwise Autoregression for Generative Neural PDE Operators.

Armand Kassaï Koupaï, Lise Le Boudec, Louis Serrano, Patrick Gallinari

CoRR, June, 2025

Learning a Neural Solver for Parametric PDEs to Enhance Physics-Informed Methods.

Lise Le Boudec, Emmanuel de Bézenac, Louis Serrano, Ramon Daniel Regueiro-Espino, Yuan Yin, Patrick Gallinari

Proceedings of the Thirteenth International Conference on Learning Representations, 2025

2024

Time Series Continuous Modeling for Imputation and Forecasting with Implicit Neural Representations.

Etienne Le Naour, Louis Serrano, Léon Migus, Yuan Yin, Ghislain Agoua, Nicolas Baskiotis, Patrick Gallinari, Vincent Guigue

Trans. Mach. Learn. Res., 2024

Learning a Neural Solver for Parametric PDE to Enhance Physics-Informed Methods.

Lise Le Boudec, Emmanuel de Bézenac, Louis Serrano, Ramon Daniel Regueiro-Espino, Yuan Yin, Patrick Gallinari

CoRR, 2024

Zebra: In-Context and Generative Pretraining for Solving Parametric PDEs.

Louis Serrano, Armand Kassaï Koupaï, Thomas X. Wang, Pierre Erbacher, Patrick Gallinari

CoRR, 2024

ACCO: Accumulate while you Communicate, Hiding Communications in Distributed LLM Training.

Adel Nabli, Louis Fournier, Pierre Erbacher, Louis Serrano, Eugene Belilovsky, Edouard Oyallon

CoRR, 2024

AROMA: Preserving Spatial Structure for Latent PDE Modeling with Local Neural Fields.

Louis Serrano, Thomas X. Wang, Etienne Le Naour, Jean-Noël Vittaut, Patrick Gallinari

Proceedings of the Advances in Neural Information Processing Systems 38: Annual Conference on Neural Information Processing Systems 2024, 2024

2023

INFINITY: Neural Field Modeling for Reynolds-Averaged Navier-Stokes Equations.

Louis Serrano, Léon Migus, Yuan Yin, Jocelyn Ahmed Mazari, Patrick Gallinari

CoRR, 2023

Operator Learning with Neural Fields: Tackling PDEs on General Geometries.

Louis Serrano, Lise Le Boudec, Armand Kassaï Koupaï, Thomas X. Wang, Yuan Yin, Jean-Noël Vittaut, Patrick Gallinari

Proceedings of the Advances in Neural Information Processing Systems 36: Annual Conference on Neural Information Processing Systems 2023, 2023